Cov_Weather Pandas Profiling Report

Dataset statistics

Number of variables	14
Number of observations	604
Missing cells	2
Missing cells (%)	< 0.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	131.7 KiB
Average record size in memory	223.2 B

Variable types

NUM	13
DATE	1

Warnings

`me_avg_temp` is highly correlated with `vt_avg_temp` and 2 other fields	High correlation
`vt_avg_temp` is highly correlated with `me_avg_temp` and 2 other fields	High correlation
`ct_avg_temp` is highly correlated with `vt_avg_temp` and 2 other fields	High correlation
`ma_avg_temp` is highly correlated with `vt_avg_temp` and 2 other fields	High correlation
`date` is uniformly distributed	Uniform
`df_index` has unique values	Unique
`vt_avg_temp` has 7 (1.2%) zeros	Zeros
`vt_prcp` has 366 (60.6%) zeros	Zeros
`me_avg_temp` has 8 (1.3%) zeros	Zeros
`me_prcp` has 371 (61.4%) zeros	Zeros
`ct_prcp` has 404 (66.9%) zeros	Zeros
`ma_prcp` has 381 (63.1%) zeros	Zeros
`CT_conf_cases` has 48 (7.9%) zeros	Zeros
`ME_conf_cases` has 50 (8.3%) zeros	Zeros
`MA_conf_cases` has 7 (1.2%) zeros	Zeros
`VT_conf_cases` has 46 (7.6%) zeros	Zeros

Reproduction

Analysis started	2021-11-06 15:27:06.007968
Analysis finished	2021-11-06 15:27:22.686042
Duration	16.68 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

df_index
Real number (ℝ_≥0)

UNIQUE

Distinct	604
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	322.5
Minimum	21
Maximum	624
Zeros	0
Zeros (%)	0.0%
Memory size	4.8 KiB

Quantile statistics

Minimum	21
5-th percentile	51.15
Q1	171.75
median	322.5
Q3	473.25
95-th percentile	593.85
Maximum	624
Range	603
Interquartile range (IQR)	301.5

Descriptive statistics

Standard deviation	174.5040592
Coefficient of variation (CV)	0.5410978579
Kurtosis	-1.2
Mean	322.5
Median Absolute Deviation (MAD)	151
Skewness	0
Sum	194790
Variance	30451.66667
Monotocity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
21	1	0.2%
418	1	0.2%
420	1	0.2%
421	1	0.2%
422	1	0.2%
423	1	0.2%
424	1	0.2%
425	1	0.2%
426	1	0.2%
427	1	0.2%
428	1	0.2%
429	1	0.2%
430	1	0.2%
431	1	0.2%
432	1	0.2%
433	1	0.2%
434	1	0.2%
419	1	0.2%
417	1	0.2%
436	1	0.2%
416	1	0.2%
401	1	0.2%
402	1	0.2%
403	1	0.2%
404	1	0.2%
Other values (579)	579	95.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
21	1	0.2%
22	1	0.2%
23	1	0.2%
24	1	0.2%
25	1	0.2%
26	1	0.2%
27	1	0.2%
28	1	0.2%
29	1	0.2%
30	1	0.2%

Value	Count	Frequency (%)
624	1	0.2%
623	1	0.2%
622	1	0.2%
621	1	0.2%
620	1	0.2%
619	1	0.2%
618	1	0.2%
617	1	0.2%
616	1	0.2%
615	1	0.2%

date
Date

UNIFORM

Distinct	600
Distinct (%)	99.3%
Missing	0
Missing (%)	0.0%
Memory size	4.8 KiB

Minimum	2020-01-22 00:00:00
Maximum	2021-09-12 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

vt_avg_temp
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	199
Distinct (%)	32.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	105.8129139
Minimum	-166
Maximum	294
Zeros	7
Zeros (%)	1.2%
Memory size	4.8 KiB

Quantile statistics

Minimum	-166
5-th percentile	-82.55
Q1	17
median	108
Q3	200
95-th percentile	264
Maximum	294
Range	460
Interquartile range (IQR)	183

Descriptive statistics

Standard deviation	110.4899225
Coefficient of variation (CV)	1.044200736
Kurtosis	-0.9476922395
Mean	105.8129139
Median Absolute Deviation (MAD)	92
Skewness	-0.2632434609
Sum	63911
Variance	12208.02298
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
233	11	1.8%
200	10	1.7%
44	8	1.3%
222	8	1.3%
83	8	1.3%
61	8	1.3%
194	8	1.3%
17	7	1.2%
108	7	1.2%
264	7	1.2%
75	7	1.2%
0	7	1.2%
175	7	1.2%
197	6	1.0%
272	6	1.0%
227	6	1.0%
14	6	1.0%
28	6	1.0%
228	6	1.0%
241	6	1.0%
103	6	1.0%
180	6	1.0%
230	6	1.0%
183	6	1.0%
191	6	1.0%
Other values (174)	429	71.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-166	1	0.2%
-155	1	0.2%
-152	1	0.2%
-149	1	0.2%
-147	1	0.2%
-144	1	0.2%
-141	2	0.3%
-138	1	0.2%
-124	1	0.2%
-121	1	0.2%

Value	Count	Frequency (%)
294	1	0.2%
291	2	0.3%
289	1	0.2%
286	3	0.5%
283	3	0.5%
280	2	0.3%
278	1	0.2%
275	3	0.5%
272	6	1.0%
269	3	0.5%

vt_prcp
Real number (ℝ_≥0)

ZEROS

Distinct	72
Distinct (%)	11.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	22.53145695
Minimum	0
Maximum	635
Zeros	366
Zeros (%)	60.6%
Memory size	4.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	13
95-th percentile	136.7
Maximum	635
Range	635
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	58.18653031
Coefficient of variation (CV)	2.582457514
Kurtosis	29.31053223
Mean	22.53145695
Median Absolute Deviation (MAD)	0
Skewness	4.545332503
Sum	13609
Variance	3385.672309
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	366	60.6%
3	36	6.0%
5	25	4.1%
10	16	2.6%
13	10	1.7%
8	9	1.5%
15	8	1.3%
18	7	1.2%
30	6	1.0%
28	5	0.8%
36	5	0.8%
38	5	0.8%
20	5	0.8%
25	4	0.7%
61	4	0.7%
53	4	0.7%
23	4	0.7%
86	4	0.7%
170	3	0.5%
51	3	0.5%
56	3	0.5%
84	3	0.5%
102	3	0.5%
142	2	0.3%
140	2	0.3%
Other values (47)	62	10.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	366	60.6%
3	36	6.0%
5	25	4.1%
8	9	1.5%
10	16	2.6%
13	10	1.7%
15	8	1.3%
18	7	1.2%
20	5	0.8%
23	4	0.7%

Value	Count	Frequency (%)
635	1	0.2%
384	1	0.2%
356	1	0.2%
333	1	0.2%
320	1	0.2%
315	1	0.2%
292	1	0.2%
249	1	0.2%
241	1	0.2%
229	1	0.2%

me_avg_temp
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	185
Distinct (%)	30.7%
Missing	1
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%

Mean	73.04477612
Minimum	-188
Maximum	267
Zeros	8
Zeros (%)	1.3%
Memory size	4.8 KiB

Quantile statistics

Minimum	-188
5-th percentile	-105
Q1	-11
median	80
Q3	167
95-th percentile	229.8
Maximum	267
Range	455
Interquartile range (IQR)	178

Descriptive statistics

Standard deviation	108.3618568
Coefficient of variation (CV)	1.483499061
Kurtosis	-1.044198411
Mean	73.04477612
Median Absolute Deviation (MAD)	91
Skewness	-0.1940319841
Sum	44046
Variance	11742.29201
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
186	9	1.5%
200	9	1.5%
0	8	1.3%
100	8	1.3%
133	8	1.3%
-11	8	1.3%
3	8	1.3%
86	7	1.2%
94	7	1.2%
175	7	1.2%
-74	7	1.2%
-58	7	1.2%
183	7	1.2%
11	7	1.2%
122	7	1.2%
-36	7	1.2%
147	6	1.0%
-30	6	1.0%
180	6	1.0%
75	6	1.0%
152	6	1.0%
153	6	1.0%
211	6	1.0%
189	6	1.0%
64	6	1.0%
Other values (160)	428	70.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-188	1	0.2%
-169	1	0.2%
-163	2	0.3%
-160	1	0.2%
-158	1	0.2%
-155	1	0.2%
-149	1	0.2%
-144	3	0.5%
-138	1	0.2%
-133	2	0.3%

Value	Count	Frequency (%)
267	2	0.3%
266	1	0.2%
261	1	0.2%
258	2	0.3%
255	1	0.2%
250	3	0.5%
247	1	0.2%
244	3	0.5%
242	1	0.2%
241	4	0.7%

me_prcp
Real number (ℝ_≥0)

ZEROS

Distinct	78
Distinct (%)	12.9%
Missing	1
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%

Mean	29.2106136
Minimum	0
Maximum	1311
Zeros	371
Zeros (%)	61.4%
Memory size	4.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	13
95-th percentile	151.5
Maximum	1311
Range	1311
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	91.36877426
Coefficient of variation (CV)	3.127930673
Kurtosis	75.94114096
Mean	29.2106136
Median Absolute Deviation (MAD)	0
Skewness	7.185036492
Sum	17614
Variance	8348.25291
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	371	61.4%
3	31	5.1%
5	19	3.1%
8	17	2.8%
10	11	1.8%
18	10	1.7%
30	10	1.7%
15	7	1.2%
66	6	1.0%
13	6	1.0%
20	6	1.0%
23	5	0.8%
46	4	0.7%
28	4	0.7%
56	4	0.7%
114	3	0.5%
89	3	0.5%
33	3	0.5%
48	3	0.5%
25	3	0.5%
104	3	0.5%
53	3	0.5%
58	2	0.3%
503	2	0.3%
69	2	0.3%
Other values (53)	65	10.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	371	61.4%
3	31	5.1%
5	19	3.1%
8	17	2.8%
10	11	1.8%
13	6	1.0%
15	7	1.2%
18	10	1.7%
20	6	1.0%
23	5	0.8%

Value	Count	Frequency (%)
1311	1	0.2%
688	1	0.2%
602	1	0.2%
582	1	0.2%
503	2	0.3%
391	1	0.2%
373	1	0.2%
361	1	0.2%
353	1	0.2%
318	1	0.2%

ct_avg_temp
Real number (ℝ)

HIGH CORRELATION

Distinct	269
Distinct (%)	44.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	123.1887417
Minimum	-113
Maximum	298
Zeros	1
Zeros (%)	0.2%
Memory size	4.8 KiB

Quantile statistics

Minimum	-113
5-th percentile	-32
Q1	40
median	130.5
Q3	212
95-th percentile	260.7
Maximum	298
Range	411
Interquartile range (IQR)	172

Descriptive statistics

Standard deviation	97.18077804
Coefficient of variation (CV)	0.7888771058
Kurtosis	-1.099907942
Mean	123.1887417
Median Absolute Deviation (MAD)	84.5
Skewness	-0.1745432988
Sum	74406
Variance	9444.103621
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
219	9	1.5%
46	7	1.2%
38	7	1.2%
3	6	1.0%
248	6	1.0%
231	6	1.0%
26	5	0.8%
31	5	0.8%
195	5	0.8%
187	5	0.8%
208	5	0.8%
238	5	0.8%
114	5	0.8%
254	5	0.8%
222	5	0.8%
221	5	0.8%
132	5	0.8%
4	4	0.7%
57	4	0.7%
33	4	0.7%
227	4	0.7%
83	4	0.7%
261	4	0.7%
241	4	0.7%
212	4	0.7%
Other values (244)	476	78.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-113	1	0.2%
-105	1	0.2%
-103	1	0.2%
-91	1	0.2%
-88	1	0.2%
-76	1	0.2%
-70	1	0.2%
-67	1	0.2%
-59	1	0.2%
-58	2	0.3%

Value	Count	Frequency (%)
298	2	0.3%
291	1	0.2%
287	1	0.2%
286	2	0.3%
281	1	0.2%
280	2	0.3%
277	2	0.3%
276	1	0.2%
275	1	0.2%
274	1	0.2%

ct_prcp
Real number (ℝ_≥0)

ZEROS

Distinct	88
Distinct (%)	14.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	35.58278146
Minimum	0
Maximum	1034
Zeros	404
Zeros (%)	66.9%
Memory size	4.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	13
95-th percentile	227.8
Maximum	1034
Range	1034
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	101.9906091
Coefficient of variation (CV)	2.86629108
Kurtosis	32.59421324
Mean	35.58278146
Median Absolute Deviation (MAD)	0
Skewness	4.96775597
Sum	21492
Variance	10402.08435
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	404	66.9%
3	21	3.5%
5	12	2.0%
8	8	1.3%
18	7	1.2%
51	7	1.2%
28	7	1.2%
41	5	0.8%
20	5	0.8%
15	5	0.8%
10	5	0.8%
33	4	0.7%
43	4	0.7%
13	4	0.7%
38	3	0.5%
36	3	0.5%
46	3	0.5%
124	3	0.5%
64	3	0.5%
25	2	0.3%
91	2	0.3%
66	2	0.3%
185	2	0.3%
86	2	0.3%
23	2	0.3%
Other values (63)	79	13.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	404	66.9%
3	21	3.5%
5	12	2.0%
8	8	1.3%
10	5	0.8%
13	4	0.7%
15	5	0.8%
18	7	1.2%
20	5	0.8%
23	2	0.3%

Value	Count	Frequency (%)
1034	1	0.2%
879	1	0.2%
813	1	0.2%
605	1	0.2%
538	1	0.2%
478	2	0.3%
434	1	0.2%
424	1	0.2%
411	1	0.2%
404	1	0.2%

ma_avg_temp
Real number (ℝ)

HIGH CORRELATION

Distinct	163
Distinct (%)	27.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	123.9387417
Minimum	-100
Maximum	311
Zeros	6
Zeros (%)	1.0%
Memory size	4.8 KiB

Quantile statistics

Minimum	-100
5-th percentile	-25
Q1	46.25
median	125
Q3	203
95-th percentile	267
Maximum	311
Range	411
Interquartile range (IQR)	156.75

Descriptive statistics

Standard deviation	94.03503752
Coefficient of variation (CV)	0.7587218993
Kurtosis	-1.090883354
Mean	123.9387417
Median Absolute Deviation (MAD)	78
Skewness	-0.06998309705
Sum	74859
Variance	8842.588281
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
50	15	2.5%
200	12	2.0%
58	10	1.7%
186	10	1.7%
169	9	1.5%
183	9	1.5%
30	9	1.5%
250	9	1.5%
19	8	1.3%
80	8	1.3%
233	8	1.3%
236	8	1.3%
139	8	1.3%
208	8	1.3%
44	8	1.3%
64	7	1.2%
244	7	1.2%
136	7	1.2%
97	7	1.2%
36	7	1.2%
194	7	1.2%
83	7	1.2%
102	7	1.2%
230	6	1.0%
189	6	1.0%
Other values (138)	397	65.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-100	1	0.2%
-98	1	0.2%
-81	1	0.2%
-70	1	0.2%
-59	1	0.2%
-56	2	0.3%
-53	2	0.3%
-48	1	0.2%
-47	1	0.2%
-45	1	0.2%

Value	Count	Frequency (%)
311	1	0.2%
303	1	0.2%
302	1	0.2%
294	3	0.5%
289	1	0.2%
288	1	0.2%
283	3	0.5%
281	1	0.2%
280	4	0.7%
278	1	0.2%

ma_prcp
Real number (ℝ_≥0)

ZEROS

Distinct	92
Distinct (%)	15.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	37.82450331
Minimum	0
Maximum	950
Zeros	381
Zeros (%)	63.1%
Memory size	4.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	20
95-th percentile	191
Maximum	950
Range	950
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	102.7435375
Coefficient of variation (CV)	2.716322184
Kurtosis	26.06332338
Mean	37.82450331
Median Absolute Deviation (MAD)	0
Skewness	4.583932541
Sum	22846
Variance	10556.23449
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	381	63.1%
3	17	2.8%
5	14	2.3%
8	11	1.8%
18	8	1.3%
25	7	1.2%
20	7	1.2%
51	7	1.2%
13	6	1.0%
15	6	1.0%
114	6	1.0%
28	6	1.0%
122	6	1.0%
10	5	0.8%
89	5	0.8%
38	5	0.8%
69	4	0.7%
76	4	0.7%
43	4	0.7%
56	3	0.5%
48	3	0.5%
58	3	0.5%
81	3	0.5%
36	3	0.5%
102	2	0.3%
Other values (67)	78	12.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	381	63.1%
3	17	2.8%
5	14	2.3%
8	11	1.8%
10	5	0.8%
13	6	1.0%
15	6	1.0%
18	8	1.3%
20	7	1.2%
23	2	0.3%

Value	Count	Frequency (%)
950	1	0.2%
859	1	0.2%
648	1	0.2%
638	1	0.2%
617	1	0.2%
544	1	0.2%
526	1	0.2%
498	1	0.2%
488	1	0.2%
457	1	0.2%

CT_conf_cases
Real number (ℝ_≥0)

ZEROS

Distinct	418
Distinct (%)	69.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	163638.8311
Minimum	0
Maximum	378933
Zeros	48
Zeros (%)	7.9%
Memory size	4.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	45745
median	98204.5
Q3	327473.5
95-th percentile	361754.7
Maximum	378933
Range	378933
Interquartile range (IQR)	281728.5

Descriptive statistics

Standard deviation	139829.8753
Coefficient of variation (CV)	0.8545030192
Kurtosis	-1.640406777
Mean	163638.8311
Median Absolute Deviation (MAD)	98196.5
Skewness	0.2992419531
Sum	98837854
Variance	1.955239401e+10
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	48	7.9%
112581	6	1.0%
347341	4	0.7%
53365	4	0.7%
172743	4	0.7%
349476	4	0.7%
375135	4	0.7%
223422	3	0.5%
47287	3	0.5%
50320	3	0.5%
279946	3	0.5%
250023	3	0.5%
56587	3	0.5%
62830	3	0.5%
55527	3	0.5%
350675	3	0.5%
146761	3	0.5%
51519	3	0.5%
78125	3	0.5%
205994	3	0.5%
259372	3	0.5%
348350	3	0.5%
58297	3	0.5%
52495	3	0.5%
60038	3	0.5%
Other values (393)	476	78.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	48	7.9%
1	1	0.2%
3	1	0.2%
5	1	0.2%
11	1	0.2%
23	1	0.2%
24	1	0.2%
41	1	0.2%
68	1	0.2%
96	1	0.2%

Value	Count	Frequency (%)
378933	3	0.5%
378308	1	0.2%
377682	1	0.2%
376747	1	0.2%
375135	4	0.7%
374470	1	0.2%
373784	1	0.2%
373072	1	0.2%
372069	1	0.2%
370708	3	0.5%

ME_conf_cases
Real number (ℝ_≥0)

ZEROS

Distinct	524
Distinct (%)	86.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	27132.15728
Minimum	0
Maximum	80513
Zeros	50
Zeros (%)	8.3%
Memory size	4.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2952.25
median	9626.5
Q3	55519
95-th percentile	72300.9
Maximum	80513
Range	80513
Interquartile range (IQR)	52566.75

Descriptive statistics

Standard deviation	28277.32178
Coefficient of variation (CV)	1.042206909
Kurtosis	-1.396779325
Mean	27132.15728
Median Absolute Deviation (MAD)	9626.5
Skewness	0.5491075417
Sum	16387823
Variance	799606927.1
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	50	8.3%
11508	4	0.7%
75381	3	0.5%
73660	3	0.5%
69220	3	0.5%
78071	3	0.5%
70463	3	0.5%
69121	3	0.5%
72522	3	0.5%
69905	3	0.5%
69476	3	0.5%
21547	2	0.3%
36598	2	0.3%
303	2	0.3%
3	2	0.3%
965	2	0.3%
11757	2	0.3%
4633	2	0.3%
71306	2	0.3%
11265	2	0.3%
80513	2	0.3%
41636	1	0.2%
25245	1	0.2%
2721	1	0.2%
68262	1	0.2%
Other values (499)	499	82.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	50	8.3%
1	1	0.2%
2	1	0.2%
3	2	0.3%
17	1	0.2%
26	1	0.2%
35	1	0.2%
52	1	0.2%
56	1	0.2%
70	1	0.2%

Value	Count	Frequency (%)
80513	2	0.3%
79929	1	0.2%
79423	1	0.2%
78803	1	0.2%
78071	3	0.5%
78069	1	0.2%
77578	1	0.2%
76913	1	0.2%
76290	1	0.2%
75856	1	0.2%

MA_conf_cases
Real number (ℝ_≥0)

ZEROS

Distinct	534
Distinct (%)	88.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	337565.553
Minimum	0
Maximum	777022
Zeros	7
Zeros (%)	1.2%
Memory size	4.8 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	102706.25
median	197209
Q3	665473.75
95-th percentile	734291.3
Maximum	777022
Range	777022
Interquartile range (IQR)	562767.5

Descriptive statistics

Standard deviation	281949.0725
Coefficient of variation (CV)	0.8352424292
Kurtosis	-1.637740772
Mean	337565.553
Median Absolute Deviation (MAD)	197017.5
Skewness	0.295047129
Sum	203889594
Variance	7.949527947e+10
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	24	4.0%
1	8	1.3%
0	7	1.2%
765584	4	0.7%
224964	4	0.7%
710138	4	0.7%
712272	3	0.5%
734486	3	0.5%
715180	3	0.5%
777022	3	0.5%
719780	3	0.5%
743735	3	0.5%
726395	3	0.5%
710830	3	0.5%
753795	3	0.5%
375178	2	0.3%
341925	2	0.3%
643232	2	0.3%
214594	2	0.3%
226132	2	0.3%
706945	2	0.3%
3	2	0.3%
159707	1	0.2%
20127	1	0.2%
635580	1	0.2%
Other values (509)	509	84.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	7	1.2%
1	8	1.3%
2	24	4.0%
3	2	0.3%
4	1	0.2%
6	1	0.2%
14	1	0.2%
28	1	0.2%
72	1	0.2%
91	1	0.2%

Value	Count	Frequency (%)
777022	3	0.5%
775149	1	0.2%
772742	1	0.2%
771267	1	0.2%
765584	4	0.7%
763673	1	0.2%
761906	1	0.2%
759869	1	0.2%
758094	1	0.2%
753795	3	0.5%

VT_conf_cases
Real number (ℝ_≥0)

ZEROS

Distinct	513
Distinct (%)	84.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	9668.084437
Minimum	0
Maximum	30114
Zeros	46
Zeros (%)	7.6%
Memory size	4.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1156
median	3235.5
Q3	21532
95-th percentile	26016.45
Maximum	30114
Range	30114
Interquartile range (IQR)	20376

Descriptive statistics

Standard deviation	10197.60778
Coefficient of variation (CV)	1.054770244
Kurtosis	-1.333775532
Mean	9668.084437
Median Absolute Deviation (MAD)	3235.5
Skewness	0.6089203436
Sum	5839523
Variance	103991204.4
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	46	7.6%
4100	4	0.7%
24419	4	0.7%
1	4	0.7%
26040	4	0.7%
24360	3	0.5%
24457	3	0.5%
24252	3	0.5%
24676	3	0.5%
24320	3	0.5%
24889	3	0.5%
24392	3	0.5%
24550	3	0.5%
25320	3	0.5%
927	2	0.3%
940	2	0.3%
4172	2	0.3%
944	2	0.3%
862	2	0.3%
1702	2	0.3%
1637	2	0.3%
1366	2	0.3%
7412	2	0.3%
3827	2	0.3%
6781	2	0.3%
Other values (488)	493	81.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	46	7.6%
1	4	0.7%
2	2	0.3%
5	2	0.3%
12	2	0.3%
13	1	0.2%
22	1	0.2%
29	1	0.2%
49	1	0.2%
52	1	0.2%

Value	Count	Frequency (%)
30114	1	0.2%
29934	1	0.2%
29735	1	0.2%
29588	1	0.2%
29436	1	0.2%
29325	1	0.2%
29125	1	0.2%
28994	1	0.2%
28884	1	0.2%
28703	1	0.2%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

First rows

	df_index	date	vt_avg_temp	vt_prcp	me_avg_temp	me_prcp	ct_avg_temp	ct_prcp	ma_avg_temp	ma_prcp	MA_conf_cases
0	21	2020-01-22	-28	0	-72.0	0.0	-76.0	0.0	-53.0	0.0	0
1	22	2020-01-23	-27	0	-30.0	3.0	-46.0	0.0	0.0	0.0	0
2	23	2020-01-24	-8	0	-14.0	0.0	6.0	0.0	19.0	0.0	0
3	24	2020-01-25	3	119	-30.0	3.0	23.0	218.0	33.0	25.0	0
4	25	2020-01-26	22	23	11.0	132.0	49.0	0.0	64.0	193.0	0
5	26	2020-01-27	14	13	-3.0	10.0	38.0	0.0	39.0	0.0	0
6	27	2020-01-28	-11	3	-58.0	0.0	26.0	0.0	30.0	0.0	0
7	28	2020-01-29	-69	0	-105.0	0.0	13.0	0.0	14.0	0.0	1
8	29	2020-01-30	-85	0	-96.0	0.0	-32.0	0.0	-34.0	0.0	1
9	30	2020-01-31	-53	0	-55.0	0.0	-17.0	3.0	2.0	0.0	1

Last rows

	df_index	date	vt_avg_temp	vt_prcp	me_avg_temp	me_prcp	ct_avg_temp	ct_prcp	ma_avg_temp	ma_prcp	CT_conf_cases	ME_conf_cases	MA_conf_cases	VT_conf_cases
594	615	2021-09-03	183	0	150.0	20.0	171.0	0.0	169.0	0.0	375135	77578	765584	28703
595	616	2021-09-04	194	0	141.0	0.0	181.0	0.0	189.0	0.0	375135	78069	765584	28884
596	617	2021-09-05	186	0	122.0	25.0	174.0	13.0	186.0	3.0	375135	78071	765584	28994
597	618	2021-09-06	178	188	175.0	97.0	219.0	0.0	233.0	0.0	375135	78071	765584	29125
598	619	2021-09-07	189	0	152.0	0.0	192.0	0.0	200.0	0.0	376747	78071	771267	29325
599	620	2021-09-08	227	241	175.0	0.0	212.0	0.0	222.0	0.0	377682	78803	772742	29436
600	621	2021-09-09	197	0	169.0	353.0	219.0	38.0	216.0	81.0	378308	79423	775149	29588
601	622	2021-09-10	155	5	147.0	130.0	194.0	0.0	203.0	76.0	378933	79929	777022	29735
602	623	2021-09-11	177	0	152.0	0.0	173.0	0.0	178.0	0.0	378933	80513	777022	29934
603	624	2021-09-12	208	3	175.0	0.0	208.0	0.0	219.0	0.0	378933	80513	777022	30114

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows